Training data infrastructure

Trace open source data. Forge what's missing.

TraceForge maps publicly available datasets, traces their provenance, and synthesizes high-fidelity training data that's too expensive, restricted, or impossible to collect directly.

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70%
of AI training datasets have broken or missing lineage
$710M
synthetic data market in 2026, growing 35%+ CAGR
90%
of AI training will use synthetic data by 2030

From public data to private advantage

Three steps between open source datasets and production-ready training data.

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Discover

Index and catalog open source datasets across repositories, papers, and public APIs.

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Trace

Map provenance, lineage, and licensing. Know exactly where every data point originated.

Forge

Synthesize new training sets seeded by open source patterns. High fidelity, full traceability.

Trace

Provenance-first architecture

Every synthetic data point links back to its open source seed. Full audit trail from source to output. EU AI Act compliant by design.

Forge

Domain-specific synthesis

Target verticals where data is scarce: healthcare imaging, autonomous driving edge cases, financial fraud patterns, rare event detection.

Trace

License-aware sourcing

Automatically filters open source datasets by license compatibility. No more legal ambiguity about what you can use for commercial training.

Forge

Edge-case amplification

Open source data contains rare signals buried in noise. TraceForge identifies these patterns and amplifies them into statistically valid training sets.

Trace + Forge

The gap nobody fills

Gretel synthesizes but doesn't trace sources. Relyance traces but doesn't synthesize. MIT's Data Provenance Initiative audits but doesn't generate. TraceForge is the first platform purpose-built to do both: trace the lineage of open source data and use it to forge the training sets you actually need.

The best AI models will be built on data you can prove.

Training data scarcity isn't a technical limitation. It's a provenance problem. When you can trace what exists publicly and synthesize what doesn't, the bottleneck disappears. That's the future TraceForge is building.